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Abstract
Pervasive and sensor-driven systems are by nature open and extensible, both in terms of input and tasks they are required to perform. Data streams coming from sensors are inherently noisy, imprecise and inaccurate, with differing sampling rates and complex correlations with each other. These characteristics pose a significant challenge for traditional approaches to storing, representing, exchanging, manipulating and programming with sensor data. Semantic Web technologies provide a uniform framework for capturing these properties. Offering powerful representation facilities and reasoning techniques, these technologies are rapidly gaining attention towards facing a range of issues such as data and knowledge modelling, querying, reasoning, service discovery, privacy and provenance. This article reviews the application of the Semantic Web to pervasive and sensor-driven systems with a focus on information modelling and reasoning along with streaming data and uncertainty handling. The strengths and weaknesses of current and projected approaches are analysed and a roadmap is derived for using the Semantic Web as a platform, on which open, standard-based, pervasive, adaptive and sensor-driven systems can be deployed.
Original language | English |
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Pages (from-to) | 1-25 |
Number of pages | 25 |
Journal | Pervasive and Mobile Computing |
Volume | 23 |
Early online date | 9 Jan 2015 |
DOIs | |
Publication status | Published - Oct 2015 |
Keywords
- Ontologies
- Pervasive computing
- Streaming query
- Uncertainty reasoning
- Context awareness
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Dive into the research topics of 'Semantic web technologies in pervasive computing: a survey and research roadmap'. Together they form a unique fingerprint.Projects
- 1 Finished
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EU FP7 'SAPERE' Grant Agreement 256873: EU FP7 - SAPERE Grant Agreement 256873
Dobson, S. A. (PI)
1/10/10 → 30/09/13
Project: Standard